{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"http://hilpisch.com/tpq_logo.png\" alt=\"The Python Quants\" width=\"35%\" align=\"right\" border=\"0\"><br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Python for Finance (2nd ed.)\n",
    "\n",
    "**Mastering Data-Driven Finance**\n",
    "\n",
    "&copy; Dr. Yves J. Hilpisch | The Python Quants GmbH\n",
    "\n",
    "<img src=\"http://hilpisch.com/images/py4fi_2nd_shadow.png\" width=\"300px\" align=\"left\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Statistics (b)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bayesian Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import datetime as dt\n",
    "from pylab import mpl, plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "plt.style.use('seaborn')\n",
    "mpl.rcParams['font.family'] = 'serif'\n",
    "np.random.seed(1000)\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Introductory Example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "uuid": "4b612fde-e947-4a33-a275-6202d7ded7bb"
   },
   "outputs": [],
   "source": [
    "x = np.linspace(0, 10, 500)\n",
    "y = 4 + 2 * x + np.random.standard_normal(len(x)) * 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "uuid": "ad9f9a77-ffb5-4eed-a79b-bd2ea33ae0e2"
   },
   "outputs": [],
   "source": [
    "reg = np.polyfit(x, y, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "uuid": "5903887a-2a6b-4dce-89f1-9de9be686ef4"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2.03384161, 3.77649234])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "uuid": "4f6cbf6d-06ce-4f8d-a7a7-1209004b686a"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'y')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(x, y, c=y, marker='v', cmap='coolwarm')\n",
    "plt.plot(x, reg[1] + reg[0] * x, lw=2.0)\n",
    "plt.colorbar()\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('y')\n",
    "# plt.savefig('../../images/ch13/stat_15.png');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings; warnings.simplefilter('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pymc3 as pm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true,
    "uuid": "46936559-a438-475e-bd5b-f669abed06e2"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "logp = -1,067.8, ||grad|| = 60.354: 100%|██████████| 28/28 [00:00<00:00, 1414.72it/s]  \n",
      "Only 100 samples in chain.\n",
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [sigma, beta, alpha]\n",
      "Sampling 4 chains: 100%|██████████| 4400/4400 [00:02<00:00, 2082.68draws/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 5.41 s, sys: 1.41 s, total: 6.81 s\n",
      "Wall time: 1min 12s\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "with pm.Model() as model:\n",
    "    # model\n",
    "    alpha = pm.Normal('alpha', mu=0, sd=20)  \n",
    "    beta = pm.Normal('beta', mu=0, sd=10)  \n",
    "    sigma = pm.Uniform('sigma', lower=0, upper=10)  \n",
    "    y_est = alpha + beta * x  \n",
    "    likelihood = pm.Normal('y', mu=y_est, sd=sigma,\n",
    "                           observed=y)  \n",
    "    \n",
    "    # inference\n",
    "    start = pm.find_MAP()  \n",
    "    step = pm.NUTS()  \n",
    "    trace = pm.sample(100, tune=1000, start=start,\n",
    "                      progressbar=True, verbose=False)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>sd</th>\n",
       "      <th>mc_error</th>\n",
       "      <th>hpd_2.5</th>\n",
       "      <th>hpd_97.5</th>\n",
       "      <th>n_eff</th>\n",
       "      <th>Rhat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>alpha</th>\n",
       "      <td>3.766462</td>\n",
       "      <td>0.169574</td>\n",
       "      <td>0.010178</td>\n",
       "      <td>3.415895</td>\n",
       "      <td>4.066964</td>\n",
       "      <td>242.466271</td>\n",
       "      <td>1.010573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>beta</th>\n",
       "      <td>2.035621</td>\n",
       "      <td>0.028850</td>\n",
       "      <td>0.001752</td>\n",
       "      <td>1.978759</td>\n",
       "      <td>2.088702</td>\n",
       "      <td>223.564156</td>\n",
       "      <td>1.003848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sigma</th>\n",
       "      <td>2.003567</td>\n",
       "      <td>0.058596</td>\n",
       "      <td>0.003146</td>\n",
       "      <td>1.892570</td>\n",
       "      <td>2.124499</td>\n",
       "      <td>296.917994</td>\n",
       "      <td>1.002454</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           mean        sd  mc_error   hpd_2.5  hpd_97.5       n_eff      Rhat\n",
       "alpha  3.766462  0.169574  0.010178  3.415895  4.066964  242.466271  1.010573\n",
       "beta   2.035621  0.028850  0.001752  1.978759  2.088702  223.564156  1.003848\n",
       "sigma  2.003567  0.058596  0.003146  1.892570  2.124499  296.917994  1.002454"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pm.summary(trace)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "uuid": "e06c4eed-10d4-4d4c-aea0-4e4164f4d7f5"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'alpha': 4.058315495397339,\n",
       " 'beta': 1.9734526083756765,\n",
       " 'sigma_interval__': -1.4176735028146576,\n",
       " 'sigma': 1.9502656405883532}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trace[0]  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "uuid": "c172bd48-8b11-4128-9e97-f20ce835d319"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pm.traceplot(trace, lines={'alpha': 4, 'beta': 2, 'sigma': 2});  \n",
    "# plt.savefig('../../images/ch13/stat_16.png');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "uuid": "99e44b63-168c-415a-be8f-9347f45578aa"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(x, y, c=y, marker='v', cmap='coolwarm')\n",
    "plt.colorbar()\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('y')\n",
    "for i in range(len(trace)):\n",
    "    plt.plot(x, trace['alpha'][i] + trace['beta'][i] * x)  \n",
    "# plt.savefig('../../images/ch13/stat_17.png');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Two Financial Instruments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw = pd.read_csv('../../source/tr_eikon_eod_data.csv',\n",
    "                  index_col=0, parse_dates=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = raw[['GDX', 'GLD']].dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data / data.iloc[0]  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "uuid": "a3774b4d-09a8-47ce-a56e-aac894334dbd"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 2138 entries, 2010-01-04 to 2018-06-29\n",
      "Data columns (total 2 columns):\n",
      "GDX    2138 non-null float64\n",
      "GLD    2138 non-null float64\n",
      "dtypes: float64(2)\n",
      "memory usage: 50.1 KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "uuid": "8b467729-65d9-4579-8b4c-944fb18bee4c"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GDX   -0.532383\n",
       "GLD    0.080601\n",
       "dtype: float64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.ix[-1] / data.ix[0] - 1  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "uuid": "ed244e7b-692f-4e14-b642-80ceccf221b2"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>GDX</th>\n",
       "      <th>GLD</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>GDX</th>\n",
       "      <td>1.00000</td>\n",
       "      <td>0.71539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GLD</th>\n",
       "      <td>0.71539</td>\n",
       "      <td>1.00000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         GDX      GLD\n",
       "GDX  1.00000  0.71539\n",
       "GLD  0.71539  1.00000"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.corr()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "uuid": "07c6dea4-fd4f-496c-86f2-e92689797fe8"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.plot(figsize=(10, 6));\n",
    "# plt.savefig('../../images/ch13/stat_18.png');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "uuid": "a92a57dd-76c4-4e8b-ab75-8523fbb49435"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DatetimeIndex(['2010-01-04', '2010-01-05', '2010-01-06'], dtype='datetime64[ns]', name='Date', freq=None)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.index[:3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "uuid": "facf1920-22f9-4300-90ed-39f79d9b024c"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([733776., 733777., 733778.])"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mpl_dates = mpl.dates.date2num(data.index.to_pydatetime())  \n",
    "mpl_dates[:3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "uuid": "f73eecbd-a135-4448-a5d4-8caa6259039e"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(data['GDX'], data['GLD'], c=mpl_dates,\n",
    "            marker='o', cmap='coolwarm')\n",
    "plt.xlabel('GDX')\n",
    "plt.ylabel('GLD')\n",
    "plt.colorbar(ticks=mpl.dates.DayLocator(interval=250),\n",
    "             format=mpl.dates.DateFormatter('%d %b %y'));  \n",
    "# plt.savefig('../../images/ch13/stat_19.png');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "uuid": "0cf4e75d-b4ea-4822-9e25-8c837fe6049d"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "logp = 1,493.7, ||grad|| = 188.29: 100%|██████████| 27/27 [00:00<00:00, 1928.05it/s]   \n",
      "Only 250 samples in chain.\n",
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [sigma, beta, alpha]\n",
      "Sampling 4 chains: 100%|██████████| 9000/9000 [00:05<00:00, 1582.12draws/s]\n"
     ]
    }
   ],
   "source": [
    "with pm.Model() as model:\n",
    "    alpha = pm.Normal('alpha', mu=0, sd=20)\n",
    "    beta = pm.Normal('beta', mu=0, sd=20)\n",
    "    sigma = pm.Uniform('sigma', lower=0, upper=50)\n",
    "    \n",
    "    y_est = alpha + beta * data['GDX'].values\n",
    "    \n",
    "    likelihood = pm.Normal('GLD', mu=y_est, sd=sigma,\n",
    "                           observed=data['GLD'].values)\n",
    "    \n",
    "    start = pm.find_MAP()\n",
    "    step = pm.NUTS()\n",
    "    trace = pm.sample(250, tune=2000, start=start,\n",
    "                      progressbar=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>sd</th>\n",
       "      <th>mc_error</th>\n",
       "      <th>hpd_2.5</th>\n",
       "      <th>hpd_97.5</th>\n",
       "      <th>n_eff</th>\n",
       "      <th>Rhat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>alpha</th>\n",
       "      <td>0.913716</td>\n",
       "      <td>0.006372</td>\n",
       "      <td>0.000302</td>\n",
       "      <td>0.901528</td>\n",
       "      <td>0.925733</td>\n",
       "      <td>382.746875</td>\n",
       "      <td>0.999778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>beta</th>\n",
       "      <td>0.385289</td>\n",
       "      <td>0.008201</td>\n",
       "      <td>0.000386</td>\n",
       "      <td>0.369987</td>\n",
       "      <td>0.401430</td>\n",
       "      <td>385.563232</td>\n",
       "      <td>0.999728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sigma</th>\n",
       "      <td>0.119566</td>\n",
       "      <td>0.001731</td>\n",
       "      <td>0.000066</td>\n",
       "      <td>0.116063</td>\n",
       "      <td>0.122679</td>\n",
       "      <td>700.608333</td>\n",
       "      <td>0.999938</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           mean        sd  mc_error   hpd_2.5  hpd_97.5       n_eff      Rhat\n",
       "alpha  0.913716  0.006372  0.000302  0.901528  0.925733  382.746875  0.999778\n",
       "beta   0.385289  0.008201  0.000386  0.369987  0.401430  385.563232  0.999728\n",
       "sigma  0.119566  0.001731  0.000066  0.116063  0.122679  700.608333  0.999938"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pm.summary(trace)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "uuid": "1a64e594-4985-4413-b4b6-c8400691fbc2"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = pm.traceplot(trace)\n",
    "# plt.savefig('../../images/ch13/stat_20.png');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "uuid": "cd213b2f-72e3-4afb-8be3-60e61e94c7c6"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(data['GDX'], data['GLD'], c=mpl_dates,\n",
    "            marker='o', cmap='coolwarm')\n",
    "plt.xlabel('GDX')\n",
    "plt.ylabel('GLD')\n",
    "for i in range(len(trace)):\n",
    "    plt.plot(data['GDX'], trace['alpha'][i] + trace['beta'][i] * data['GDX'])\n",
    "plt.colorbar(ticks=mpl.dates.DayLocator(interval=250),\n",
    "             format=mpl.dates.DateFormatter('%d %b %y'));\n",
    "# plt.savefig('../../images/ch13/stat_21.png');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pymc3.distributions.timeseries import GaussianRandomWalk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "subsample_alpha = 50\n",
    "subsample_beta = 50"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_randomwalk = pm.Model()\n",
    "with model_randomwalk:\n",
    "    sigma_alpha = pm.Exponential('sig_alpha', 1. / .02, testval=.1)  \n",
    "    sigma_beta = pm.Exponential('sig_beta', 1. / .02, testval=.1)  \n",
    "    alpha = GaussianRandomWalk('alpha', sigma_alpha ** -2,\n",
    "                        shape=int(len(data) / subsample_alpha))  \n",
    "    beta = GaussianRandomWalk('beta', sigma_beta ** -2,\n",
    "                        shape=int(len(data) / subsample_beta))  \n",
    "    alpha_r = np.repeat(alpha, subsample_alpha)  \n",
    "    beta_r = np.repeat(beta, subsample_beta)  \n",
    "    regression = alpha_r + beta_r * data['GDX'].values[:2100]  \n",
    "    sd = pm.Uniform('sd', 0, 20)  \n",
    "    likelihood = pm.Normal('GLD', mu=regression, sd=sd,\n",
    "                           observed=data['GLD'].values[:2100])  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "logp = -6,657:   2%|▏         | 82/5000 [00:00<00:04, 994.94it/s]   \n",
      "Only 250 samples in chain.\n",
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [sd, beta, alpha, sig_beta, sig_alpha]\n",
      "Sampling 4 chains: 100%|██████████| 5000/5000 [01:40<00:00, 49.54draws/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 21 s, sys: 2.56 s, total: 23.5 s\n",
      "Wall time: 2min 58s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "import scipy.optimize as sco\n",
    "with model_randomwalk:\n",
    "    start = pm.find_MAP(vars=[alpha, beta],\n",
    "                        fmin=sco.fmin_l_bfgs_b)\n",
    "    step = pm.NUTS(scaling=start)\n",
    "    trace_rw = pm.sample(250, tune=1000, start=start,\n",
    "                         progressbar=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>sd</th>\n",
       "      <th>mc_error</th>\n",
       "      <th>hpd_2.5</th>\n",
       "      <th>hpd_97.5</th>\n",
       "      <th>n_eff</th>\n",
       "      <th>Rhat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>alpha__0</th>\n",
       "      <td>0.671122</td>\n",
       "      <td>0.041196</td>\n",
       "      <td>0.000923</td>\n",
       "      <td>0.589880</td>\n",
       "      <td>0.752113</td>\n",
       "      <td>1739.391051</td>\n",
       "      <td>0.998317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alpha__1</th>\n",
       "      <td>0.423104</td>\n",
       "      <td>0.040522</td>\n",
       "      <td>0.000954</td>\n",
       "      <td>0.349619</td>\n",
       "      <td>0.508980</td>\n",
       "      <td>1865.007805</td>\n",
       "      <td>0.998481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alpha__2</th>\n",
       "      <td>0.456570</td>\n",
       "      <td>0.058772</td>\n",
       "      <td>0.001517</td>\n",
       "      <td>0.345986</td>\n",
       "      <td>0.566016</td>\n",
       "      <td>1796.178804</td>\n",
       "      <td>0.998320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alpha__3</th>\n",
       "      <td>0.270409</td>\n",
       "      <td>0.043852</td>\n",
       "      <td>0.001101</td>\n",
       "      <td>0.180468</td>\n",
       "      <td>0.348465</td>\n",
       "      <td>1734.496112</td>\n",
       "      <td>0.998244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alpha__4</th>\n",
       "      <td>0.651374</td>\n",
       "      <td>0.058547</td>\n",
       "      <td>0.001281</td>\n",
       "      <td>0.532699</td>\n",
       "      <td>0.765912</td>\n",
       "      <td>2548.887035</td>\n",
       "      <td>0.999824</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              mean        sd  mc_error   hpd_2.5  hpd_97.5        n_eff  \\\n",
       "alpha__0  0.671122  0.041196  0.000923  0.589880  0.752113  1739.391051   \n",
       "alpha__1  0.423104  0.040522  0.000954  0.349619  0.508980  1865.007805   \n",
       "alpha__2  0.456570  0.058772  0.001517  0.345986  0.566016  1796.178804   \n",
       "alpha__3  0.270409  0.043852  0.001101  0.180468  0.348465  1734.496112   \n",
       "alpha__4  0.651374  0.058547  0.001281  0.532699  0.765912  2548.887035   \n",
       "\n",
       "              Rhat  \n",
       "alpha__0  0.998317  \n",
       "alpha__1  0.998481  \n",
       "alpha__2  0.998320  \n",
       "alpha__3  0.998244  \n",
       "alpha__4  0.999824  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pm.summary(trace_rw).head()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1000, 42)"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sh = np.shape(trace_rw['alpha'])  \n",
    "sh  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "part_dates = np.linspace(min(mpl_dates),\n",
    "                         max(mpl_dates), sh[1])  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "index = [dt.datetime.fromordinal(int(date)) for\n",
    "        date in part_dates]  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "alpha = {'alpha_%i' % i: v for i, v in\n",
    "         enumerate(trace_rw['alpha']) if i < 20}  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "beta = {'beta_%i' % i: v for i, v in\n",
    "         enumerate(trace_rw['beta']) if i < 20}  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_alpha = pd.DataFrame(alpha, index=index)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_beta = pd.DataFrame(beta, index=index)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df_alpha.plot(color='b', style='-.', legend=False,\n",
    "                   lw=0.7, figsize=(10, 6))\n",
    "df_beta.plot(color='r', style='-.', legend=False,\n",
    "             lw=0.7, ax=ax)\n",
    "plt.ylabel('alpha/beta');\n",
    "# plt.savefig('../../images/ch13/stat_22.png');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(data['GDX'], data['GLD'], c=mpl_dates,\n",
    "            marker='o', cmap='coolwarm')\n",
    "plt.colorbar(ticks=mpl.dates.DayLocator(interval=250),\n",
    "             format=mpl.dates.DateFormatter('%d %b %y'))\n",
    "plt.xlabel('GDX')\n",
    "plt.ylabel('GLD')\n",
    "x = np.linspace(min(data['GDX']), max(data['GDX']))\n",
    "for i in range(sh[1]):  \n",
    "    alpha_rw = np.mean(trace_rw['alpha'].T[i])\n",
    "    beta_rw = np.mean(trace_rw['beta'].T[i])\n",
    "    plt.plot(x, alpha_rw + beta_rw * x, '--', lw=0.7,\n",
    "            color=plt.cm.coolwarm(i / sh[1]))\n",
    "# plt.savefig('../../images/ch13/stat_23.png');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"http://hilpisch.com/tpq_logo.png\" alt=\"The Python Quants\" width=\"35%\" align=\"right\" border=\"0\"><br>\n",
    "\n",
    "<a href=\"http://tpq.io\" target=\"_blank\">http://tpq.io</a> | <a href=\"http://twitter.com/dyjh\" target=\"_blank\">@dyjh</a> | <a href=\"mailto:training@tpq.io\">training@tpq.io</a>"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
